Instructions to use MayBashendy/ArabicNewSplits7_FineTuningAraBERT_run1_AugV5_k10_task1_organization with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use MayBashendy/ArabicNewSplits7_FineTuningAraBERT_run1_AugV5_k10_task1_organization with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="MayBashendy/ArabicNewSplits7_FineTuningAraBERT_run1_AugV5_k10_task1_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits7_FineTuningAraBERT_run1_AugV5_k10_task1_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits7_FineTuningAraBERT_run1_AugV5_k10_task1_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits7_FineTuningAraBERT_run1_AugV5_k10_task1_organization
This model is a fine-tuned version of aubmindlab/bert-base-arabertv02 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.8042
- Qwk: 0.6759
- Mse: 0.8042
- Rmse: 0.8968
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 100
Training results
| Training Loss | Epoch | Step | Validation Loss | Qwk | Mse | Rmse |
|---|---|---|---|---|---|---|
| No log | 0.0426 | 2 | 6.7747 | 0.0308 | 6.7747 | 2.6028 |
| No log | 0.0851 | 4 | 4.8771 | 0.0682 | 4.8771 | 2.2084 |
| No log | 0.1277 | 6 | 3.2525 | 0.0988 | 3.2525 | 1.8035 |
| No log | 0.1702 | 8 | 3.0190 | 0.0494 | 3.0190 | 1.7375 |
| No log | 0.2128 | 10 | 2.0028 | 0.1875 | 2.0028 | 1.4152 |
| No log | 0.2553 | 12 | 1.8105 | 0.1964 | 1.8105 | 1.3455 |
| No log | 0.2979 | 14 | 2.4461 | -0.0429 | 2.4461 | 1.5640 |
| No log | 0.3404 | 16 | 3.5991 | 0.0357 | 3.5991 | 1.8971 |
| No log | 0.3830 | 18 | 3.3215 | 0.0503 | 3.3215 | 1.8225 |
| No log | 0.4255 | 20 | 2.3401 | 0.0 | 2.3401 | 1.5298 |
| No log | 0.4681 | 22 | 1.9747 | 0.1852 | 1.9747 | 1.4052 |
| No log | 0.5106 | 24 | 1.9097 | 0.1165 | 1.9097 | 1.3819 |
| No log | 0.5532 | 26 | 2.0232 | 0.0784 | 2.0232 | 1.4224 |
| No log | 0.5957 | 28 | 2.0146 | 0.0777 | 2.0146 | 1.4194 |
| No log | 0.6383 | 30 | 1.9310 | 0.0777 | 1.9310 | 1.3896 |
| No log | 0.6809 | 32 | 1.8624 | 0.0777 | 1.8624 | 1.3647 |
| No log | 0.7234 | 34 | 1.7476 | 0.1154 | 1.7476 | 1.3220 |
| No log | 0.7660 | 36 | 1.5744 | 0.0784 | 1.5744 | 1.2548 |
| No log | 0.8085 | 38 | 1.6034 | 0.1538 | 1.6034 | 1.2663 |
| No log | 0.8511 | 40 | 1.8939 | 0.2769 | 1.8939 | 1.3762 |
| No log | 0.8936 | 42 | 2.0973 | 0.2609 | 2.0973 | 1.4482 |
| No log | 0.9362 | 44 | 2.3710 | 0.0 | 2.3710 | 1.5398 |
| No log | 0.9787 | 46 | 2.4726 | 0.0 | 2.4726 | 1.5724 |
| No log | 1.0213 | 48 | 2.7012 | 0.0 | 2.7012 | 1.6435 |
| No log | 1.0638 | 50 | 2.7399 | 0.0 | 2.7399 | 1.6553 |
| No log | 1.1064 | 52 | 2.3505 | 0.0138 | 2.3505 | 1.5331 |
| No log | 1.1489 | 54 | 2.0070 | 0.2593 | 2.0070 | 1.4167 |
| No log | 1.1915 | 56 | 1.8370 | 0.1154 | 1.8370 | 1.3554 |
| No log | 1.2340 | 58 | 1.8755 | 0.1416 | 1.8755 | 1.3695 |
| No log | 1.2766 | 60 | 2.3851 | 0.1277 | 2.3851 | 1.5444 |
| No log | 1.3191 | 62 | 2.0617 | 0.2256 | 2.0617 | 1.4358 |
| No log | 1.3617 | 64 | 1.7959 | 0.2056 | 1.7959 | 1.3401 |
| No log | 1.4043 | 66 | 1.7950 | 0.1509 | 1.7950 | 1.3398 |
| No log | 1.4468 | 68 | 1.9260 | 0.2342 | 1.9260 | 1.3878 |
| No log | 1.4894 | 70 | 1.9881 | 0.2353 | 1.9881 | 1.4100 |
| No log | 1.5319 | 72 | 1.9094 | 0.2478 | 1.9094 | 1.3818 |
| No log | 1.5745 | 74 | 1.8098 | 0.3009 | 1.8098 | 1.3453 |
| No log | 1.6170 | 76 | 1.7171 | 0.2883 | 1.7171 | 1.3104 |
| No log | 1.6596 | 78 | 1.7104 | 0.2936 | 1.7104 | 1.3078 |
| No log | 1.7021 | 80 | 1.7029 | 0.3243 | 1.7029 | 1.3050 |
| No log | 1.7447 | 82 | 1.8634 | 0.3281 | 1.8634 | 1.3651 |
| No log | 1.7872 | 84 | 1.8869 | 0.3256 | 1.8869 | 1.3736 |
| No log | 1.8298 | 86 | 1.6464 | 0.4167 | 1.6464 | 1.2831 |
| No log | 1.8723 | 88 | 1.4523 | 0.4138 | 1.4523 | 1.2051 |
| No log | 1.9149 | 90 | 1.4149 | 0.4333 | 1.4149 | 1.1895 |
| No log | 1.9574 | 92 | 1.3140 | 0.2909 | 1.3141 | 1.1463 |
| No log | 2.0 | 94 | 1.4490 | 0.2783 | 1.4490 | 1.2038 |
| No log | 2.0426 | 96 | 1.4923 | 0.2456 | 1.4923 | 1.2216 |
| No log | 2.0851 | 98 | 1.8216 | 0.2677 | 1.8216 | 1.3497 |
| No log | 2.1277 | 100 | 1.4579 | 0.3158 | 1.4579 | 1.2074 |
| No log | 2.1702 | 102 | 1.3412 | 0.4407 | 1.3412 | 1.1581 |
| No log | 2.2128 | 104 | 1.2356 | 0.4174 | 1.2356 | 1.1116 |
| No log | 2.2553 | 106 | 1.2429 | 0.2936 | 1.2429 | 1.1148 |
| No log | 2.2979 | 108 | 1.4164 | 0.4274 | 1.4164 | 1.1901 |
| No log | 2.3404 | 110 | 1.4930 | 0.4407 | 1.4930 | 1.2219 |
| No log | 2.3830 | 112 | 1.3064 | 0.3684 | 1.3064 | 1.1430 |
| No log | 2.4255 | 114 | 1.1795 | 0.3860 | 1.1795 | 1.0860 |
| No log | 2.4681 | 116 | 1.1770 | 0.4746 | 1.1770 | 1.0849 |
| No log | 2.5106 | 118 | 1.0809 | 0.4746 | 1.0809 | 1.0397 |
| No log | 2.5532 | 120 | 1.0830 | 0.5366 | 1.0830 | 1.0407 |
| No log | 2.5957 | 122 | 1.1713 | 0.4800 | 1.1713 | 1.0823 |
| No log | 2.6383 | 124 | 1.0538 | 0.5738 | 1.0538 | 1.0266 |
| No log | 2.6809 | 126 | 1.2752 | 0.4262 | 1.2752 | 1.1292 |
| No log | 2.7234 | 128 | 1.5725 | 0.3636 | 1.5725 | 1.2540 |
| No log | 2.7660 | 130 | 1.2103 | 0.4839 | 1.2103 | 1.1001 |
| No log | 2.8085 | 132 | 1.0225 | 0.5128 | 1.0225 | 1.0112 |
| No log | 2.8511 | 134 | 1.0727 | 0.4959 | 1.0727 | 1.0357 |
| No log | 2.8936 | 136 | 0.9773 | 0.6116 | 0.9773 | 0.9886 |
| No log | 2.9362 | 138 | 1.0112 | 0.5984 | 1.0112 | 1.0056 |
| No log | 2.9787 | 140 | 0.9816 | 0.6 | 0.9816 | 0.9907 |
| No log | 3.0213 | 142 | 0.9430 | 0.6080 | 0.9430 | 0.9711 |
| No log | 3.0638 | 144 | 1.0118 | 0.5760 | 1.0118 | 1.0059 |
| No log | 3.1064 | 146 | 0.9599 | 0.6032 | 0.9599 | 0.9797 |
| No log | 3.1489 | 148 | 0.9318 | 0.5970 | 0.9318 | 0.9653 |
| No log | 3.1915 | 150 | 1.6963 | 0.4819 | 1.6963 | 1.3024 |
| No log | 3.2340 | 152 | 1.5930 | 0.4528 | 1.5930 | 1.2621 |
| No log | 3.2766 | 154 | 1.0622 | 0.5778 | 1.0622 | 1.0306 |
| No log | 3.3191 | 156 | 0.8739 | 0.6107 | 0.8739 | 0.9348 |
| No log | 3.3617 | 158 | 1.1163 | 0.5344 | 1.1163 | 1.0566 |
| No log | 3.4043 | 160 | 1.1700 | 0.4962 | 1.1700 | 1.0817 |
| No log | 3.4468 | 162 | 1.0456 | 0.5455 | 1.0456 | 1.0226 |
| No log | 3.4894 | 164 | 0.9985 | 0.5738 | 0.9985 | 0.9992 |
| No log | 3.5319 | 166 | 1.1797 | 0.5075 | 1.1797 | 1.0861 |
| No log | 3.5745 | 168 | 1.1351 | 0.4961 | 1.1351 | 1.0654 |
| No log | 3.6170 | 170 | 0.9915 | 0.5079 | 0.9915 | 0.9958 |
| No log | 3.6596 | 172 | 0.9306 | 0.5691 | 0.9306 | 0.9647 |
| No log | 3.7021 | 174 | 0.9994 | 0.5938 | 0.9994 | 0.9997 |
| No log | 3.7447 | 176 | 0.9868 | 0.5625 | 0.9868 | 0.9934 |
| No log | 3.7872 | 178 | 0.9284 | 0.6349 | 0.9284 | 0.9635 |
| No log | 3.8298 | 180 | 1.0155 | 0.5197 | 1.0155 | 1.0077 |
| No log | 3.8723 | 182 | 1.0731 | 0.5606 | 1.0731 | 1.0359 |
| No log | 3.9149 | 184 | 0.9396 | 0.576 | 0.9396 | 0.9693 |
| No log | 3.9574 | 186 | 0.8348 | 0.6822 | 0.8348 | 0.9137 |
| No log | 4.0 | 188 | 0.7729 | 0.6917 | 0.7729 | 0.8792 |
| No log | 4.0426 | 190 | 0.7216 | 0.7101 | 0.7216 | 0.8495 |
| No log | 4.0851 | 192 | 0.7421 | 0.7101 | 0.7421 | 0.8615 |
| No log | 4.1277 | 194 | 0.7328 | 0.7143 | 0.7328 | 0.8561 |
| No log | 4.1702 | 196 | 0.6624 | 0.7639 | 0.6624 | 0.8139 |
| No log | 4.2128 | 198 | 0.7225 | 0.7286 | 0.7225 | 0.8500 |
| No log | 4.2553 | 200 | 0.7750 | 0.6715 | 0.7750 | 0.8804 |
| No log | 4.2979 | 202 | 0.7932 | 0.7007 | 0.7932 | 0.8906 |
| No log | 4.3404 | 204 | 0.8429 | 0.5846 | 0.8429 | 0.9181 |
| No log | 4.3830 | 206 | 0.8681 | 0.5846 | 0.8681 | 0.9317 |
| No log | 4.4255 | 208 | 0.8267 | 0.6349 | 0.8267 | 0.9092 |
| No log | 4.4681 | 210 | 0.7666 | 0.6412 | 0.7666 | 0.8755 |
| No log | 4.5106 | 212 | 0.7624 | 0.7153 | 0.7624 | 0.8732 |
| No log | 4.5532 | 214 | 0.6812 | 0.7259 | 0.6812 | 0.8253 |
| No log | 4.5957 | 216 | 0.6595 | 0.7015 | 0.6595 | 0.8121 |
| No log | 4.6383 | 218 | 0.6447 | 0.7068 | 0.6447 | 0.8029 |
| No log | 4.6809 | 220 | 0.6402 | 0.7429 | 0.6402 | 0.8002 |
| No log | 4.7234 | 222 | 0.6940 | 0.6944 | 0.6940 | 0.8331 |
| No log | 4.7660 | 224 | 0.6236 | 0.6917 | 0.6236 | 0.7897 |
| No log | 4.8085 | 226 | 0.6310 | 0.7571 | 0.6310 | 0.7944 |
| No log | 4.8511 | 228 | 0.7017 | 0.7101 | 0.7017 | 0.8377 |
| No log | 4.8936 | 230 | 0.6603 | 0.7286 | 0.6603 | 0.8126 |
| No log | 4.9362 | 232 | 0.5829 | 0.75 | 0.5829 | 0.7635 |
| No log | 4.9787 | 234 | 0.6680 | 0.75 | 0.6680 | 0.8173 |
| No log | 5.0213 | 236 | 0.7323 | 0.7237 | 0.7323 | 0.8557 |
| No log | 5.0638 | 238 | 0.6210 | 0.7947 | 0.6210 | 0.7880 |
| No log | 5.1064 | 240 | 0.5944 | 0.7246 | 0.5944 | 0.7710 |
| No log | 5.1489 | 242 | 0.6143 | 0.7164 | 0.6143 | 0.7838 |
| No log | 5.1915 | 244 | 0.6406 | 0.7785 | 0.6406 | 0.8004 |
| No log | 5.2340 | 246 | 0.8091 | 0.7059 | 0.8091 | 0.8995 |
| No log | 5.2766 | 248 | 0.7914 | 0.7143 | 0.7914 | 0.8896 |
| No log | 5.3191 | 250 | 0.5963 | 0.7785 | 0.5963 | 0.7722 |
| No log | 5.3617 | 252 | 0.6504 | 0.7059 | 0.6504 | 0.8065 |
| No log | 5.4043 | 254 | 0.6992 | 0.6767 | 0.6992 | 0.8362 |
| No log | 5.4468 | 256 | 0.6361 | 0.7445 | 0.6361 | 0.7976 |
| No log | 5.4894 | 258 | 0.6756 | 0.7808 | 0.6756 | 0.8219 |
| No log | 5.5319 | 260 | 0.7642 | 0.6944 | 0.7642 | 0.8742 |
| No log | 5.5745 | 262 | 0.6685 | 0.7703 | 0.6685 | 0.8176 |
| No log | 5.6170 | 264 | 0.5968 | 0.7778 | 0.5968 | 0.7725 |
| No log | 5.6596 | 266 | 0.6568 | 0.7376 | 0.6568 | 0.8104 |
| No log | 5.7021 | 268 | 0.6622 | 0.7606 | 0.6622 | 0.8137 |
| No log | 5.7447 | 270 | 0.6578 | 0.7746 | 0.6578 | 0.8110 |
| No log | 5.7872 | 272 | 0.6634 | 0.7234 | 0.6634 | 0.8145 |
| No log | 5.8298 | 274 | 0.6434 | 0.7465 | 0.6434 | 0.8021 |
| No log | 5.8723 | 276 | 0.6502 | 0.7273 | 0.6502 | 0.8063 |
| No log | 5.9149 | 278 | 0.6412 | 0.7518 | 0.6412 | 0.8008 |
| No log | 5.9574 | 280 | 0.6413 | 0.7692 | 0.6413 | 0.8008 |
| No log | 6.0 | 282 | 0.6322 | 0.7692 | 0.6322 | 0.7951 |
| No log | 6.0426 | 284 | 0.6445 | 0.7234 | 0.6445 | 0.8028 |
| No log | 6.0851 | 286 | 0.6818 | 0.7518 | 0.6818 | 0.8257 |
| No log | 6.1277 | 288 | 0.6387 | 0.7324 | 0.6387 | 0.7992 |
| No log | 6.1702 | 290 | 0.6173 | 0.7639 | 0.6173 | 0.7857 |
| No log | 6.2128 | 292 | 0.6253 | 0.7586 | 0.6253 | 0.7908 |
| No log | 6.2553 | 294 | 0.6409 | 0.7552 | 0.6409 | 0.8006 |
| No log | 6.2979 | 296 | 0.6457 | 0.7465 | 0.6457 | 0.8035 |
| No log | 6.3404 | 298 | 0.6591 | 0.7778 | 0.6591 | 0.8119 |
| No log | 6.3830 | 300 | 0.6464 | 0.7606 | 0.6464 | 0.8040 |
| No log | 6.4255 | 302 | 0.6646 | 0.7465 | 0.6646 | 0.8152 |
| No log | 6.4681 | 304 | 0.6893 | 0.7286 | 0.6893 | 0.8303 |
| No log | 6.5106 | 306 | 0.6827 | 0.7143 | 0.6827 | 0.8262 |
| No log | 6.5532 | 308 | 0.6921 | 0.7143 | 0.6921 | 0.8319 |
| No log | 6.5957 | 310 | 0.6573 | 0.7234 | 0.6573 | 0.8107 |
| No log | 6.6383 | 312 | 0.6331 | 0.7361 | 0.6331 | 0.7957 |
| No log | 6.6809 | 314 | 0.6648 | 0.7550 | 0.6648 | 0.8153 |
| No log | 6.7234 | 316 | 0.6847 | 0.7550 | 0.6847 | 0.8274 |
| No log | 6.7660 | 318 | 0.6656 | 0.7568 | 0.6656 | 0.8158 |
| No log | 6.8085 | 320 | 0.6604 | 0.7552 | 0.6604 | 0.8127 |
| No log | 6.8511 | 322 | 0.7111 | 0.7552 | 0.7111 | 0.8433 |
| No log | 6.8936 | 324 | 0.7962 | 0.6950 | 0.7962 | 0.8923 |
| No log | 6.9362 | 326 | 0.7730 | 0.6950 | 0.7730 | 0.8792 |
| No log | 6.9787 | 328 | 0.6845 | 0.7606 | 0.6845 | 0.8273 |
| No log | 7.0213 | 330 | 0.6645 | 0.7639 | 0.6645 | 0.8152 |
| No log | 7.0638 | 332 | 0.6314 | 0.7550 | 0.6314 | 0.7946 |
| No log | 7.1064 | 334 | 0.5905 | 0.7815 | 0.5905 | 0.7685 |
| No log | 7.1489 | 336 | 0.5778 | 0.7895 | 0.5778 | 0.7602 |
| No log | 7.1915 | 338 | 0.5536 | 0.7919 | 0.5536 | 0.7441 |
| No log | 7.2340 | 340 | 0.5543 | 0.8133 | 0.5543 | 0.7445 |
| No log | 7.2766 | 342 | 0.5613 | 0.7724 | 0.5613 | 0.7492 |
| No log | 7.3191 | 344 | 0.5971 | 0.7945 | 0.5971 | 0.7727 |
| No log | 7.3617 | 346 | 0.6224 | 0.7465 | 0.6224 | 0.7889 |
| No log | 7.4043 | 348 | 0.6729 | 0.7299 | 0.6729 | 0.8203 |
| No log | 7.4468 | 350 | 0.6472 | 0.7606 | 0.6472 | 0.8045 |
| No log | 7.4894 | 352 | 0.5929 | 0.75 | 0.5929 | 0.7700 |
| No log | 7.5319 | 354 | 0.5944 | 0.75 | 0.5944 | 0.7710 |
| No log | 7.5745 | 356 | 0.6106 | 0.7724 | 0.6106 | 0.7814 |
| No log | 7.6170 | 358 | 0.6785 | 0.7606 | 0.6785 | 0.8237 |
| No log | 7.6596 | 360 | 0.7454 | 0.7059 | 0.7454 | 0.8634 |
| No log | 7.7021 | 362 | 0.7249 | 0.7218 | 0.7249 | 0.8514 |
| No log | 7.7447 | 364 | 0.7173 | 0.6815 | 0.7173 | 0.8470 |
| No log | 7.7872 | 366 | 0.6998 | 0.7391 | 0.6998 | 0.8366 |
| No log | 7.8298 | 368 | 0.6514 | 0.7482 | 0.6514 | 0.8071 |
| No log | 7.8723 | 370 | 0.7446 | 0.6765 | 0.7446 | 0.8629 |
| No log | 7.9149 | 372 | 0.9283 | 0.5985 | 0.9283 | 0.9635 |
| No log | 7.9574 | 374 | 0.9068 | 0.5985 | 0.9068 | 0.9522 |
| No log | 8.0 | 376 | 0.8249 | 0.6667 | 0.8249 | 0.9083 |
| No log | 8.0426 | 378 | 0.7483 | 0.7482 | 0.7483 | 0.8650 |
| No log | 8.0851 | 380 | 0.7616 | 0.7059 | 0.7616 | 0.8727 |
| No log | 8.1277 | 382 | 0.7483 | 0.7391 | 0.7483 | 0.8651 |
| No log | 8.1702 | 384 | 0.7942 | 0.7133 | 0.7942 | 0.8912 |
| No log | 8.2128 | 386 | 0.7968 | 0.6812 | 0.7968 | 0.8926 |
| No log | 8.2553 | 388 | 0.7381 | 0.7183 | 0.7381 | 0.8592 |
| No log | 8.2979 | 390 | 0.6880 | 0.7571 | 0.6880 | 0.8295 |
| No log | 8.3404 | 392 | 0.7070 | 0.7571 | 0.7070 | 0.8408 |
| No log | 8.3830 | 394 | 0.7361 | 0.7338 | 0.7361 | 0.8580 |
| No log | 8.4255 | 396 | 0.7198 | 0.7338 | 0.7198 | 0.8484 |
| No log | 8.4681 | 398 | 0.7130 | 0.7429 | 0.7130 | 0.8444 |
| No log | 8.5106 | 400 | 0.7138 | 0.7286 | 0.7138 | 0.8449 |
| No log | 8.5532 | 402 | 0.6913 | 0.7429 | 0.6913 | 0.8315 |
| No log | 8.5957 | 404 | 0.6444 | 0.7746 | 0.6444 | 0.8028 |
| No log | 8.6383 | 406 | 0.6479 | 0.7571 | 0.6479 | 0.8050 |
| No log | 8.6809 | 408 | 0.6717 | 0.7552 | 0.6717 | 0.8196 |
| No log | 8.7234 | 410 | 0.6475 | 0.7571 | 0.6475 | 0.8047 |
| No log | 8.7660 | 412 | 0.6622 | 0.7286 | 0.6622 | 0.8138 |
| No log | 8.8085 | 414 | 0.6629 | 0.7376 | 0.6629 | 0.8142 |
| No log | 8.8511 | 416 | 0.6658 | 0.7246 | 0.6658 | 0.8160 |
| No log | 8.8936 | 418 | 0.7190 | 0.7338 | 0.7190 | 0.8479 |
| No log | 8.9362 | 420 | 0.6876 | 0.7571 | 0.6876 | 0.8292 |
| No log | 8.9787 | 422 | 0.6748 | 0.7324 | 0.6748 | 0.8215 |
| No log | 9.0213 | 424 | 0.6533 | 0.7324 | 0.6533 | 0.8083 |
| No log | 9.0638 | 426 | 0.6287 | 0.7733 | 0.6287 | 0.7929 |
| No log | 9.1064 | 428 | 0.6939 | 0.7582 | 0.6939 | 0.8330 |
| No log | 9.1489 | 430 | 0.7137 | 0.7383 | 0.7137 | 0.8448 |
| No log | 9.1915 | 432 | 0.7129 | 0.7246 | 0.7129 | 0.8443 |
| No log | 9.2340 | 434 | 0.7624 | 0.6713 | 0.7624 | 0.8731 |
| No log | 9.2766 | 436 | 0.8247 | 0.6759 | 0.8247 | 0.9081 |
| No log | 9.3191 | 438 | 0.7401 | 0.6849 | 0.7401 | 0.8603 |
| No log | 9.3617 | 440 | 0.6017 | 0.8027 | 0.6017 | 0.7757 |
| No log | 9.4043 | 442 | 0.5990 | 0.8153 | 0.5990 | 0.7740 |
| No log | 9.4468 | 444 | 0.6026 | 0.8077 | 0.6026 | 0.7763 |
| No log | 9.4894 | 446 | 0.5907 | 0.7838 | 0.5907 | 0.7686 |
| No log | 9.5319 | 448 | 0.6676 | 0.7448 | 0.6676 | 0.8171 |
| No log | 9.5745 | 450 | 0.7460 | 0.6759 | 0.7460 | 0.8637 |
| No log | 9.6170 | 452 | 0.7130 | 0.7007 | 0.7130 | 0.8444 |
| No log | 9.6596 | 454 | 0.7007 | 0.7714 | 0.7007 | 0.8371 |
| No log | 9.7021 | 456 | 0.6650 | 0.7660 | 0.6650 | 0.8155 |
| No log | 9.7447 | 458 | 0.6358 | 0.7714 | 0.6358 | 0.7974 |
| No log | 9.7872 | 460 | 0.5919 | 0.8108 | 0.5919 | 0.7694 |
| No log | 9.8298 | 462 | 0.5749 | 0.8188 | 0.5749 | 0.7582 |
| No log | 9.8723 | 464 | 0.6312 | 0.7211 | 0.6312 | 0.7944 |
| No log | 9.9149 | 466 | 0.8078 | 0.6974 | 0.8078 | 0.8988 |
| No log | 9.9574 | 468 | 0.8269 | 0.6528 | 0.8269 | 0.9093 |
| No log | 10.0 | 470 | 0.7150 | 0.6939 | 0.7150 | 0.8456 |
| No log | 10.0426 | 472 | 0.6232 | 0.7857 | 0.6232 | 0.7894 |
| No log | 10.0851 | 474 | 0.6390 | 0.7973 | 0.6390 | 0.7994 |
| No log | 10.1277 | 476 | 0.6669 | 0.7703 | 0.6669 | 0.8166 |
| No log | 10.1702 | 478 | 0.6276 | 0.8028 | 0.6276 | 0.7922 |
| No log | 10.2128 | 480 | 0.6868 | 0.7211 | 0.6868 | 0.8288 |
| No log | 10.2553 | 482 | 0.9573 | 0.6395 | 0.9573 | 0.9784 |
| No log | 10.2979 | 484 | 1.0735 | 0.5833 | 1.0735 | 1.0361 |
| No log | 10.3404 | 486 | 0.9417 | 0.6483 | 0.9417 | 0.9704 |
| No log | 10.3830 | 488 | 0.7315 | 0.7114 | 0.7315 | 0.8553 |
| No log | 10.4255 | 490 | 0.6406 | 0.7338 | 0.6406 | 0.8004 |
| No log | 10.4681 | 492 | 0.6383 | 0.7324 | 0.6383 | 0.7989 |
| No log | 10.5106 | 494 | 0.6993 | 0.7114 | 0.6993 | 0.8362 |
| No log | 10.5532 | 496 | 0.8902 | 0.6711 | 0.8902 | 0.9435 |
| No log | 10.5957 | 498 | 0.9302 | 0.6797 | 0.9302 | 0.9645 |
| 0.5652 | 10.6383 | 500 | 0.7795 | 0.6939 | 0.7795 | 0.8829 |
| 0.5652 | 10.6809 | 502 | 0.6308 | 0.7808 | 0.6308 | 0.7942 |
| 0.5652 | 10.7234 | 504 | 0.5994 | 0.7919 | 0.5994 | 0.7742 |
| 0.5652 | 10.7660 | 506 | 0.6015 | 0.7843 | 0.6015 | 0.7756 |
| 0.5652 | 10.8085 | 508 | 0.5702 | 0.7871 | 0.5702 | 0.7551 |
| 0.5652 | 10.8511 | 510 | 0.5641 | 0.8 | 0.5641 | 0.7511 |
| 0.5652 | 10.8936 | 512 | 0.5748 | 0.7891 | 0.5748 | 0.7582 |
| 0.5652 | 10.9362 | 514 | 0.6425 | 0.7310 | 0.6425 | 0.8015 |
| 0.5652 | 10.9787 | 516 | 0.7277 | 0.6950 | 0.7277 | 0.8531 |
| 0.5652 | 11.0213 | 518 | 0.7547 | 0.7 | 0.7547 | 0.8687 |
| 0.5652 | 11.0638 | 520 | 0.6967 | 0.7482 | 0.6967 | 0.8347 |
| 0.5652 | 11.1064 | 522 | 0.6603 | 0.7518 | 0.6603 | 0.8126 |
| 0.5652 | 11.1489 | 524 | 0.6307 | 0.7746 | 0.6307 | 0.7942 |
| 0.5652 | 11.1915 | 526 | 0.6246 | 0.7746 | 0.6246 | 0.7903 |
| 0.5652 | 11.2340 | 528 | 0.6184 | 0.7832 | 0.6184 | 0.7864 |
| 0.5652 | 11.2766 | 530 | 0.5908 | 0.7832 | 0.5908 | 0.7686 |
| 0.5652 | 11.3191 | 532 | 0.6015 | 0.7571 | 0.6015 | 0.7756 |
| 0.5652 | 11.3617 | 534 | 0.6191 | 0.7482 | 0.6191 | 0.7869 |
| 0.5652 | 11.4043 | 536 | 0.6464 | 0.7234 | 0.6464 | 0.8040 |
| 0.5652 | 11.4468 | 538 | 0.6109 | 0.7801 | 0.6109 | 0.7816 |
| 0.5652 | 11.4894 | 540 | 0.5861 | 0.7832 | 0.5861 | 0.7656 |
| 0.5652 | 11.5319 | 542 | 0.5769 | 0.7832 | 0.5769 | 0.7595 |
| 0.5652 | 11.5745 | 544 | 0.5970 | 0.7482 | 0.5970 | 0.7727 |
| 0.5652 | 11.6170 | 546 | 0.6167 | 0.7482 | 0.6167 | 0.7853 |
| 0.5652 | 11.6596 | 548 | 0.6948 | 0.6870 | 0.6948 | 0.8335 |
| 0.5652 | 11.7021 | 550 | 0.7080 | 0.6870 | 0.7080 | 0.8415 |
| 0.5652 | 11.7447 | 552 | 0.6516 | 0.7445 | 0.6516 | 0.8072 |
| 0.5652 | 11.7872 | 554 | 0.6328 | 0.7660 | 0.6328 | 0.7955 |
| 0.5652 | 11.8298 | 556 | 0.6697 | 0.7194 | 0.6697 | 0.8184 |
| 0.5652 | 11.8723 | 558 | 0.6158 | 0.7671 | 0.6158 | 0.7847 |
| 0.5652 | 11.9149 | 560 | 0.5397 | 0.7832 | 0.5397 | 0.7347 |
| 0.5652 | 11.9574 | 562 | 0.5883 | 0.7862 | 0.5883 | 0.7670 |
| 0.5652 | 12.0 | 564 | 0.6222 | 0.7785 | 0.6222 | 0.7888 |
| 0.5652 | 12.0426 | 566 | 0.5506 | 0.8 | 0.5506 | 0.7420 |
| 0.5652 | 12.0851 | 568 | 0.5136 | 0.8 | 0.5136 | 0.7167 |
| 0.5652 | 12.1277 | 570 | 0.5347 | 0.8 | 0.5347 | 0.7313 |
| 0.5652 | 12.1702 | 572 | 0.5560 | 0.7917 | 0.5560 | 0.7456 |
| 0.5652 | 12.2128 | 574 | 0.5782 | 0.7972 | 0.5782 | 0.7604 |
| 0.5652 | 12.2553 | 576 | 0.5710 | 0.7972 | 0.5710 | 0.7557 |
| 0.5652 | 12.2979 | 578 | 0.5344 | 0.7917 | 0.5344 | 0.7311 |
| 0.5652 | 12.3404 | 580 | 0.5531 | 0.7887 | 0.5531 | 0.7437 |
| 0.5652 | 12.3830 | 582 | 0.5650 | 0.7862 | 0.5650 | 0.7517 |
| 0.5652 | 12.4255 | 584 | 0.5524 | 0.8079 | 0.5524 | 0.7432 |
| 0.5652 | 12.4681 | 586 | 0.5202 | 0.7917 | 0.5202 | 0.7212 |
| 0.5652 | 12.5106 | 588 | 0.5528 | 0.8219 | 0.5528 | 0.7435 |
| 0.5652 | 12.5532 | 590 | 0.5933 | 0.7943 | 0.5933 | 0.7702 |
| 0.5652 | 12.5957 | 592 | 0.6043 | 0.7832 | 0.6043 | 0.7773 |
| 0.5652 | 12.6383 | 594 | 0.6556 | 0.7429 | 0.6556 | 0.8097 |
| 0.5652 | 12.6809 | 596 | 0.7633 | 0.6901 | 0.7633 | 0.8737 |
| 0.5652 | 12.7234 | 598 | 0.7914 | 0.6712 | 0.7914 | 0.8896 |
| 0.5652 | 12.7660 | 600 | 0.6739 | 0.7397 | 0.6739 | 0.8209 |
| 0.5652 | 12.8085 | 602 | 0.5430 | 0.7808 | 0.5430 | 0.7369 |
| 0.5652 | 12.8511 | 604 | 0.5039 | 0.8322 | 0.5039 | 0.7099 |
| 0.5652 | 12.8936 | 606 | 0.4948 | 0.8322 | 0.4948 | 0.7034 |
| 0.5652 | 12.9362 | 608 | 0.5068 | 0.7808 | 0.5068 | 0.7119 |
| 0.5652 | 12.9787 | 610 | 0.5857 | 0.7703 | 0.5857 | 0.7653 |
| 0.5652 | 13.0213 | 612 | 0.6411 | 0.75 | 0.6411 | 0.8007 |
| 0.5652 | 13.0638 | 614 | 0.6386 | 0.7391 | 0.6386 | 0.7991 |
| 0.5652 | 13.1064 | 616 | 0.6070 | 0.7626 | 0.6070 | 0.7791 |
| 0.5652 | 13.1489 | 618 | 0.5975 | 0.7917 | 0.5975 | 0.7730 |
| 0.5652 | 13.1915 | 620 | 0.6461 | 0.7862 | 0.6461 | 0.8038 |
| 0.5652 | 13.2340 | 622 | 0.6368 | 0.7808 | 0.6368 | 0.7980 |
| 0.5652 | 13.2766 | 624 | 0.5873 | 0.7917 | 0.5873 | 0.7664 |
| 0.5652 | 13.3191 | 626 | 0.5638 | 0.7917 | 0.5638 | 0.7509 |
| 0.5652 | 13.3617 | 628 | 0.5722 | 0.7832 | 0.5722 | 0.7564 |
| 0.5652 | 13.4043 | 630 | 0.5757 | 0.7832 | 0.5757 | 0.7588 |
| 0.5652 | 13.4468 | 632 | 0.5940 | 0.7606 | 0.5940 | 0.7707 |
| 0.5652 | 13.4894 | 634 | 0.6289 | 0.7429 | 0.6289 | 0.7930 |
| 0.5652 | 13.5319 | 636 | 0.7539 | 0.6763 | 0.7539 | 0.8683 |
| 0.5652 | 13.5745 | 638 | 0.8486 | 0.6667 | 0.8486 | 0.9212 |
| 0.5652 | 13.6170 | 640 | 0.8380 | 0.6619 | 0.8380 | 0.9154 |
| 0.5652 | 13.6596 | 642 | 0.7940 | 0.6716 | 0.7940 | 0.8911 |
| 0.5652 | 13.7021 | 644 | 0.7359 | 0.7059 | 0.7359 | 0.8578 |
| 0.5652 | 13.7447 | 646 | 0.7435 | 0.6901 | 0.7435 | 0.8623 |
| 0.5652 | 13.7872 | 648 | 0.7468 | 0.7114 | 0.7468 | 0.8642 |
| 0.5652 | 13.8298 | 650 | 0.6904 | 0.7285 | 0.6904 | 0.8309 |
| 0.5652 | 13.8723 | 652 | 0.6662 | 0.7092 | 0.6662 | 0.8162 |
| 0.5652 | 13.9149 | 654 | 0.6118 | 0.7660 | 0.6118 | 0.7822 |
| 0.5652 | 13.9574 | 656 | 0.5973 | 0.7746 | 0.5973 | 0.7729 |
| 0.5652 | 14.0 | 658 | 0.6269 | 0.7413 | 0.6269 | 0.7918 |
| 0.5652 | 14.0426 | 660 | 0.7114 | 0.6993 | 0.7114 | 0.8434 |
| 0.5652 | 14.0851 | 662 | 0.7383 | 0.6993 | 0.7383 | 0.8592 |
| 0.5652 | 14.1277 | 664 | 0.6393 | 0.7234 | 0.6393 | 0.7996 |
| 0.5652 | 14.1702 | 666 | 0.5475 | 0.8 | 0.5475 | 0.7399 |
| 0.5652 | 14.2128 | 668 | 0.5606 | 0.8082 | 0.5606 | 0.7487 |
| 0.5652 | 14.2553 | 670 | 0.5369 | 0.8322 | 0.5369 | 0.7327 |
| 0.5652 | 14.2979 | 672 | 0.5178 | 0.7917 | 0.5178 | 0.7196 |
| 0.5652 | 14.3404 | 674 | 0.5963 | 0.7733 | 0.5963 | 0.7722 |
| 0.5652 | 14.3830 | 676 | 0.6903 | 0.7467 | 0.6903 | 0.8308 |
| 0.5652 | 14.4255 | 678 | 0.6659 | 0.7222 | 0.6659 | 0.8160 |
| 0.5652 | 14.4681 | 680 | 0.5939 | 0.7482 | 0.5939 | 0.7707 |
| 0.5652 | 14.5106 | 682 | 0.5872 | 0.7857 | 0.5872 | 0.7663 |
| 0.5652 | 14.5532 | 684 | 0.5600 | 0.7943 | 0.5600 | 0.7483 |
| 0.5652 | 14.5957 | 686 | 0.5412 | 0.7746 | 0.5412 | 0.7357 |
| 0.5652 | 14.6383 | 688 | 0.5041 | 0.8219 | 0.5041 | 0.7100 |
| 0.5652 | 14.6809 | 690 | 0.4944 | 0.8056 | 0.4944 | 0.7031 |
| 0.5652 | 14.7234 | 692 | 0.5037 | 0.8056 | 0.5037 | 0.7097 |
| 0.5652 | 14.7660 | 694 | 0.5125 | 0.8138 | 0.5125 | 0.7159 |
| 0.5652 | 14.8085 | 696 | 0.5225 | 0.8138 | 0.5225 | 0.7228 |
| 0.5652 | 14.8511 | 698 | 0.5108 | 0.8138 | 0.5108 | 0.7147 |
| 0.5652 | 14.8936 | 700 | 0.4906 | 0.8243 | 0.4906 | 0.7004 |
| 0.5652 | 14.9362 | 702 | 0.5071 | 0.8243 | 0.5071 | 0.7121 |
| 0.5652 | 14.9787 | 704 | 0.5151 | 0.8188 | 0.5151 | 0.7177 |
| 0.5652 | 15.0213 | 706 | 0.5163 | 0.8267 | 0.5163 | 0.7186 |
| 0.5652 | 15.0638 | 708 | 0.4976 | 0.8442 | 0.4976 | 0.7054 |
| 0.5652 | 15.1064 | 710 | 0.5021 | 0.8442 | 0.5021 | 0.7086 |
| 0.5652 | 15.1489 | 712 | 0.5170 | 0.8158 | 0.5170 | 0.7190 |
| 0.5652 | 15.1915 | 714 | 0.5127 | 0.8442 | 0.5127 | 0.7160 |
| 0.5652 | 15.2340 | 716 | 0.5593 | 0.8054 | 0.5593 | 0.7479 |
| 0.5652 | 15.2766 | 718 | 0.6005 | 0.7606 | 0.6005 | 0.7749 |
| 0.5652 | 15.3191 | 720 | 0.6527 | 0.6993 | 0.6527 | 0.8079 |
| 0.5652 | 15.3617 | 722 | 0.6587 | 0.6901 | 0.6587 | 0.8116 |
| 0.5652 | 15.4043 | 724 | 0.6208 | 0.7133 | 0.6208 | 0.7879 |
| 0.5652 | 15.4468 | 726 | 0.5708 | 0.7534 | 0.5708 | 0.7555 |
| 0.5652 | 15.4894 | 728 | 0.5496 | 0.7945 | 0.5496 | 0.7414 |
| 0.5652 | 15.5319 | 730 | 0.5762 | 0.7755 | 0.5762 | 0.7591 |
| 0.5652 | 15.5745 | 732 | 0.5962 | 0.7183 | 0.5962 | 0.7721 |
| 0.5652 | 15.6170 | 734 | 0.6185 | 0.7143 | 0.6185 | 0.7865 |
| 0.5652 | 15.6596 | 736 | 0.6296 | 0.7429 | 0.6296 | 0.7935 |
| 0.5652 | 15.7021 | 738 | 0.6600 | 0.6957 | 0.6600 | 0.8124 |
| 0.5652 | 15.7447 | 740 | 0.6658 | 0.7007 | 0.6658 | 0.8160 |
| 0.5652 | 15.7872 | 742 | 0.6922 | 0.7007 | 0.6922 | 0.8320 |
| 0.5652 | 15.8298 | 744 | 0.7098 | 0.7206 | 0.7098 | 0.8425 |
| 0.5652 | 15.8723 | 746 | 0.7188 | 0.7206 | 0.7188 | 0.8478 |
| 0.5652 | 15.9149 | 748 | 0.7038 | 0.7206 | 0.7038 | 0.8389 |
| 0.5652 | 15.9574 | 750 | 0.7033 | 0.7206 | 0.7033 | 0.8387 |
| 0.5652 | 16.0 | 752 | 0.7294 | 0.6986 | 0.7294 | 0.8541 |
| 0.5652 | 16.0426 | 754 | 0.7632 | 0.7190 | 0.7632 | 0.8736 |
| 0.5652 | 16.0851 | 756 | 0.7459 | 0.7114 | 0.7459 | 0.8637 |
| 0.5652 | 16.1277 | 758 | 0.7641 | 0.7114 | 0.7641 | 0.8741 |
| 0.5652 | 16.1702 | 760 | 0.7155 | 0.7310 | 0.7155 | 0.8458 |
| 0.5652 | 16.2128 | 762 | 0.6907 | 0.7273 | 0.6907 | 0.8311 |
| 0.5652 | 16.2553 | 764 | 0.7349 | 0.7143 | 0.7349 | 0.8573 |
| 0.5652 | 16.2979 | 766 | 0.8261 | 0.6519 | 0.8261 | 0.9089 |
| 0.5652 | 16.3404 | 768 | 0.8971 | 0.6324 | 0.8971 | 0.9471 |
| 0.5652 | 16.3830 | 770 | 0.8414 | 0.6324 | 0.8414 | 0.9173 |
| 0.5652 | 16.4255 | 772 | 0.7342 | 0.7092 | 0.7342 | 0.8569 |
| 0.5652 | 16.4681 | 774 | 0.6776 | 0.7465 | 0.6776 | 0.8232 |
| 0.5652 | 16.5106 | 776 | 0.6391 | 0.7552 | 0.6391 | 0.7994 |
| 0.5652 | 16.5532 | 778 | 0.6060 | 0.7606 | 0.6060 | 0.7784 |
| 0.5652 | 16.5957 | 780 | 0.6053 | 0.7518 | 0.6053 | 0.7780 |
| 0.5652 | 16.6383 | 782 | 0.6786 | 0.7518 | 0.6786 | 0.8238 |
| 0.5652 | 16.6809 | 784 | 0.6817 | 0.7429 | 0.6817 | 0.8257 |
| 0.5652 | 16.7234 | 786 | 0.6782 | 0.7556 | 0.6782 | 0.8236 |
| 0.5652 | 16.7660 | 788 | 0.7744 | 0.6763 | 0.7744 | 0.8800 |
| 0.5652 | 16.8085 | 790 | 0.8516 | 0.6803 | 0.8516 | 0.9228 |
| 0.5652 | 16.8511 | 792 | 0.8056 | 0.6761 | 0.8056 | 0.8976 |
| 0.5652 | 16.8936 | 794 | 0.6815 | 0.7143 | 0.6815 | 0.8255 |
| 0.5652 | 16.9362 | 796 | 0.6176 | 0.7429 | 0.6176 | 0.7858 |
| 0.5652 | 16.9787 | 798 | 0.6288 | 0.7639 | 0.6288 | 0.7929 |
| 0.5652 | 17.0213 | 800 | 0.5915 | 0.7413 | 0.5915 | 0.7691 |
| 0.5652 | 17.0638 | 802 | 0.5660 | 0.7703 | 0.5660 | 0.7524 |
| 0.5652 | 17.1064 | 804 | 0.6709 | 0.72 | 0.6709 | 0.8191 |
| 0.5652 | 17.1489 | 806 | 0.7235 | 0.7027 | 0.7235 | 0.8506 |
| 0.5652 | 17.1915 | 808 | 0.6608 | 0.7172 | 0.6608 | 0.8129 |
| 0.5652 | 17.2340 | 810 | 0.6089 | 0.7692 | 0.6089 | 0.7803 |
| 0.5652 | 17.2766 | 812 | 0.6297 | 0.7606 | 0.6297 | 0.7935 |
| 0.5652 | 17.3191 | 814 | 0.6242 | 0.7606 | 0.6242 | 0.7901 |
| 0.5652 | 17.3617 | 816 | 0.5901 | 0.7917 | 0.5901 | 0.7682 |
| 0.5652 | 17.4043 | 818 | 0.5836 | 0.8 | 0.5836 | 0.7639 |
| 0.5652 | 17.4468 | 820 | 0.6240 | 0.7518 | 0.6240 | 0.7899 |
| 0.5652 | 17.4894 | 822 | 0.7118 | 0.6986 | 0.7118 | 0.8437 |
| 0.5652 | 17.5319 | 824 | 0.7002 | 0.7183 | 0.7002 | 0.8368 |
| 0.5652 | 17.5745 | 826 | 0.6571 | 0.7143 | 0.6571 | 0.8106 |
| 0.5652 | 17.6170 | 828 | 0.6029 | 0.7887 | 0.6029 | 0.7764 |
| 0.5652 | 17.6596 | 830 | 0.5584 | 0.7945 | 0.5584 | 0.7472 |
| 0.5652 | 17.7021 | 832 | 0.5317 | 0.8 | 0.5317 | 0.7292 |
| 0.5652 | 17.7447 | 834 | 0.5249 | 0.8182 | 0.5249 | 0.7245 |
| 0.5652 | 17.7872 | 836 | 0.5230 | 0.8105 | 0.5230 | 0.7232 |
| 0.5652 | 17.8298 | 838 | 0.5213 | 0.8258 | 0.5213 | 0.7220 |
| 0.5652 | 17.8723 | 840 | 0.5253 | 0.8258 | 0.5253 | 0.7248 |
| 0.5652 | 17.9149 | 842 | 0.5322 | 0.8289 | 0.5322 | 0.7295 |
| 0.5652 | 17.9574 | 844 | 0.5637 | 0.7973 | 0.5637 | 0.7508 |
| 0.5652 | 18.0 | 846 | 0.5976 | 0.7973 | 0.5976 | 0.7730 |
| 0.5652 | 18.0426 | 848 | 0.5930 | 0.7832 | 0.5930 | 0.7701 |
| 0.5652 | 18.0851 | 850 | 0.6557 | 0.7286 | 0.6557 | 0.8098 |
| 0.5652 | 18.1277 | 852 | 0.7605 | 0.6763 | 0.7605 | 0.8721 |
| 0.5652 | 18.1702 | 854 | 0.7717 | 0.6763 | 0.7717 | 0.8785 |
| 0.5652 | 18.2128 | 856 | 0.7260 | 0.6957 | 0.7260 | 0.8521 |
| 0.5652 | 18.2553 | 858 | 0.7042 | 0.7338 | 0.7042 | 0.8392 |
| 0.5652 | 18.2979 | 860 | 0.6821 | 0.7338 | 0.6821 | 0.8259 |
| 0.5652 | 18.3404 | 862 | 0.6607 | 0.7234 | 0.6607 | 0.8128 |
| 0.5652 | 18.3830 | 864 | 0.6009 | 0.7586 | 0.6009 | 0.7752 |
| 0.5652 | 18.4255 | 866 | 0.5538 | 0.8188 | 0.5538 | 0.7442 |
| 0.5652 | 18.4681 | 868 | 0.5378 | 0.8082 | 0.5378 | 0.7333 |
| 0.5652 | 18.5106 | 870 | 0.5427 | 0.8163 | 0.5427 | 0.7367 |
| 0.5652 | 18.5532 | 872 | 0.5486 | 0.7660 | 0.5486 | 0.7407 |
| 0.5652 | 18.5957 | 874 | 0.5540 | 0.7832 | 0.5540 | 0.7443 |
| 0.5652 | 18.6383 | 876 | 0.5718 | 0.7746 | 0.5718 | 0.7561 |
| 0.5652 | 18.6809 | 878 | 0.5764 | 0.8 | 0.5764 | 0.7592 |
| 0.5652 | 18.7234 | 880 | 0.5946 | 0.7660 | 0.5946 | 0.7711 |
| 0.5652 | 18.7660 | 882 | 0.6012 | 0.7660 | 0.6012 | 0.7754 |
| 0.5652 | 18.8085 | 884 | 0.5935 | 0.7972 | 0.5935 | 0.7704 |
| 0.5652 | 18.8511 | 886 | 0.5854 | 0.7660 | 0.5854 | 0.7651 |
| 0.5652 | 18.8936 | 888 | 0.5868 | 0.7778 | 0.5868 | 0.7660 |
| 0.5652 | 18.9362 | 890 | 0.5887 | 0.7660 | 0.5887 | 0.7673 |
| 0.5652 | 18.9787 | 892 | 0.5890 | 0.7887 | 0.5890 | 0.7674 |
| 0.5652 | 19.0213 | 894 | 0.5786 | 0.8054 | 0.5786 | 0.7607 |
| 0.5652 | 19.0638 | 896 | 0.5596 | 0.8054 | 0.5596 | 0.7481 |
| 0.5652 | 19.1064 | 898 | 0.5695 | 0.7746 | 0.5695 | 0.7547 |
| 0.5652 | 19.1489 | 900 | 0.5877 | 0.7887 | 0.5877 | 0.7666 |
| 0.5652 | 19.1915 | 902 | 0.5856 | 0.7660 | 0.5856 | 0.7652 |
| 0.5652 | 19.2340 | 904 | 0.5768 | 0.7746 | 0.5768 | 0.7595 |
| 0.5652 | 19.2766 | 906 | 0.5937 | 0.7838 | 0.5937 | 0.7705 |
| 0.5652 | 19.3191 | 908 | 0.6199 | 0.7432 | 0.6199 | 0.7874 |
| 0.5652 | 19.3617 | 910 | 0.6355 | 0.7532 | 0.6355 | 0.7972 |
| 0.5652 | 19.4043 | 912 | 0.6044 | 0.7848 | 0.6044 | 0.7774 |
| 0.5652 | 19.4468 | 914 | 0.5909 | 0.7763 | 0.5909 | 0.7687 |
| 0.5652 | 19.4894 | 916 | 0.6202 | 0.7763 | 0.6202 | 0.7875 |
| 0.5652 | 19.5319 | 918 | 0.6701 | 0.75 | 0.6701 | 0.8186 |
| 0.5652 | 19.5745 | 920 | 0.6562 | 0.7310 | 0.6562 | 0.8100 |
| 0.5652 | 19.6170 | 922 | 0.6182 | 0.7746 | 0.6182 | 0.7862 |
| 0.5652 | 19.6596 | 924 | 0.6116 | 0.7746 | 0.6116 | 0.7821 |
| 0.5652 | 19.7021 | 926 | 0.6295 | 0.7778 | 0.6295 | 0.7934 |
| 0.5652 | 19.7447 | 928 | 0.6312 | 0.7778 | 0.6312 | 0.7945 |
| 0.5652 | 19.7872 | 930 | 0.6459 | 0.7891 | 0.6459 | 0.8037 |
| 0.5652 | 19.8298 | 932 | 0.7230 | 0.7333 | 0.7230 | 0.8503 |
| 0.5652 | 19.8723 | 934 | 0.7685 | 0.7320 | 0.7685 | 0.8766 |
| 0.5652 | 19.9149 | 936 | 0.7498 | 0.7211 | 0.7498 | 0.8659 |
| 0.5652 | 19.9574 | 938 | 0.6679 | 0.7397 | 0.6679 | 0.8173 |
| 0.5652 | 20.0 | 940 | 0.6405 | 0.7671 | 0.6405 | 0.8003 |
| 0.5652 | 20.0426 | 942 | 0.6456 | 0.7586 | 0.6456 | 0.8035 |
| 0.5652 | 20.0851 | 944 | 0.5927 | 0.7778 | 0.5927 | 0.7699 |
| 0.5652 | 20.1277 | 946 | 0.5812 | 0.7945 | 0.5812 | 0.7624 |
| 0.5652 | 20.1702 | 948 | 0.5838 | 0.7917 | 0.5838 | 0.7641 |
| 0.5652 | 20.2128 | 950 | 0.5834 | 0.7891 | 0.5834 | 0.7638 |
| 0.5652 | 20.2553 | 952 | 0.5515 | 0.8158 | 0.5515 | 0.7427 |
| 0.5652 | 20.2979 | 954 | 0.5153 | 0.8054 | 0.5153 | 0.7179 |
| 0.5652 | 20.3404 | 956 | 0.5151 | 0.7973 | 0.5151 | 0.7177 |
| 0.5652 | 20.3830 | 958 | 0.5128 | 0.7862 | 0.5128 | 0.7161 |
| 0.5652 | 20.4255 | 960 | 0.5386 | 0.8235 | 0.5386 | 0.7339 |
| 0.5652 | 20.4681 | 962 | 0.5608 | 0.8 | 0.5608 | 0.7488 |
| 0.5652 | 20.5106 | 964 | 0.5794 | 0.8082 | 0.5794 | 0.7612 |
| 0.5652 | 20.5532 | 966 | 0.6042 | 0.7887 | 0.6042 | 0.7773 |
| 0.5652 | 20.5957 | 968 | 0.6373 | 0.7770 | 0.6373 | 0.7983 |
| 0.5652 | 20.6383 | 970 | 0.6333 | 0.7770 | 0.6333 | 0.7958 |
| 0.5652 | 20.6809 | 972 | 0.6470 | 0.7571 | 0.6470 | 0.8043 |
| 0.5652 | 20.7234 | 974 | 0.6966 | 0.7534 | 0.6966 | 0.8346 |
| 0.5652 | 20.7660 | 976 | 0.6645 | 0.7871 | 0.6645 | 0.8152 |
| 0.5652 | 20.8085 | 978 | 0.5929 | 0.8129 | 0.5929 | 0.7700 |
| 0.5652 | 20.8511 | 980 | 0.5523 | 0.8289 | 0.5523 | 0.7432 |
| 0.5652 | 20.8936 | 982 | 0.5337 | 0.7778 | 0.5337 | 0.7306 |
| 0.5652 | 20.9362 | 984 | 0.5402 | 0.7862 | 0.5402 | 0.7350 |
| 0.5652 | 20.9787 | 986 | 0.5291 | 0.7862 | 0.5291 | 0.7274 |
| 0.5652 | 21.0213 | 988 | 0.5613 | 0.8108 | 0.5613 | 0.7492 |
| 0.5652 | 21.0638 | 990 | 0.6766 | 0.7483 | 0.6766 | 0.8226 |
| 0.5652 | 21.1064 | 992 | 0.7250 | 0.7083 | 0.7250 | 0.8515 |
| 0.5652 | 21.1489 | 994 | 0.7196 | 0.7353 | 0.7196 | 0.8483 |
| 0.5652 | 21.1915 | 996 | 0.7091 | 0.7445 | 0.7091 | 0.8421 |
| 0.5652 | 21.2340 | 998 | 0.7035 | 0.7015 | 0.7035 | 0.8388 |
| 0.0773 | 21.2766 | 1000 | 0.6900 | 0.7353 | 0.6900 | 0.8307 |
| 0.0773 | 21.3191 | 1002 | 0.6750 | 0.7571 | 0.6750 | 0.8216 |
| 0.0773 | 21.3617 | 1004 | 0.6751 | 0.7429 | 0.6751 | 0.8216 |
| 0.0773 | 21.4043 | 1006 | 0.7412 | 0.7 | 0.7412 | 0.8610 |
| 0.0773 | 21.4468 | 1008 | 0.7857 | 0.6849 | 0.7857 | 0.8864 |
| 0.0773 | 21.4894 | 1010 | 0.8389 | 0.6623 | 0.8389 | 0.9159 |
| 0.0773 | 21.5319 | 1012 | 0.7993 | 0.6974 | 0.7993 | 0.8940 |
| 0.0773 | 21.5745 | 1014 | 0.8042 | 0.6759 | 0.8042 | 0.8968 |
Framework versions
- Transformers 4.44.2
- Pytorch 2.4.0+cu118
- Datasets 2.21.0
- Tokenizers 0.19.1
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Model tree for MayBashendy/ArabicNewSplits7_FineTuningAraBERT_run1_AugV5_k10_task1_organization
Base model
aubmindlab/bert-base-arabertv02